Face wont scale in proportion
There are many vertices in the bend and just a few at the wall side, so it seems Blender calculates the median of all vertices correctly.

Don't scale the bottom face, but the ring of newly created faces after extrusion! Set your pivot point to Individual Origins, select the ring of faces, press Shift+Z and scale them as desired.